"Historical citations verified (LLM.int8 NeurIPS 2022, GPTQ ICLR 2023, AWQ MLSys 2024, SmoothQuant ICML 2023, QuaRot NeurIPS 2024, SpinQuant ICLR 2025)", "reviewer ...

This repository contains the training code of N2UQ introduced in our CVPR 2022 paper: "Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation" In ...

Abstract: In image forensics, quantization step estimation plays a crucial role in revealing the JPEG compression history. This study focuses on the estimation for images that have been JPEG ...

Abstract: This paper uses the reconstruction-computation-quantization (RCQ)paradigm to decode low-density parity-check (LDPC) codes. RCQ facilitates dynamic non ...

A Music Creation Powerhouse GarageBand is Apple’s flagship music creation software, first released in 2004 as part of the iLife suite. It’s designed for beginners and seasoned musicians alike, ...